{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# H2O.ai GPU Edition Machine Learning $-$ Multi-GPU GLM Demo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### In this demo, we will train 4000 regularized linear regression models (aka Generalized Linear Models or GLMs) on the U.S. Census dataset, with the goal to predict the earned income of a person, given approximately 10000 features such as gender, age, occupation, zip code, etc.\n",
    "\n",
    "### The dataset is about 2GB in memory (50k rows, 10k cols, single-precision floating-point values), so it easily fits onto the GPU memory.\n",
    "\n",
    "### By using multiple GPUs, we are able to speed up this process significantly, and can train about 40 models per second (on a DGX-1 with 8 GPUs) vs 1 model per second on dual-Xeon server."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import Dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import h2o4gpu\n",
    "import h2o4gpu.util.import_data as io\n",
    "from h2o4gpu.util.testing_utils import RunAnimation, RunH2Oaiglm\n",
    "import h2o4gpu.util.metrics as metrics\n",
    "from tabulate import tabulate\n",
    "import pandas as pd\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading Data with Feather\n",
      "(55776, 9733)\n",
      "Original m=55776 n=9732\n",
      "Size of Train rows=44621 & valid rows=11155\n",
      "Size of Train cols=9732 valid cols=9732\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "Import Data for H2O GPU Edition\n",
    "\n",
    "This function will read in data and prepare it for H2O4GPU's GLM solver\n",
    "\n",
    "Parameters\n",
    "----------\n",
    "data_path : str\n",
    "             A path to a dataset (The dataset needs to be all numeric)\n",
    "use_pandas : bool\n",
    "              Indicate if Pandas should be used to parse\n",
    "intercept : bool\n",
    "              Indicate if intercept term is needed\n",
    "valid_fraction : float\n",
    "                  Percentage of dataset reserved for a validation set\n",
    "classification : bool\n",
    "                  Classification problem?\n",
    "Returns\n",
    "-------\n",
    "If valid_fraction > 0 it will return the following:\n",
    "    train_x: numpy array of train input variables\n",
    "    train_y: numpy array of y variable\n",
    "    valid_x: numpy array of valid input variables\n",
    "    valid_y: numpy array of valid y variable\n",
    "    family : string that would either be \"logistic\" if classification is set to True, otherwise \"elasticnet\"\n",
    "If valid_fraction == 0 it will return the following:\n",
    "    train_x: numpy array of train input variables\n",
    "    train_y: numpy array of y variable\n",
    "    family : string that would either be \"logistic\" if classification is set to True, otherwise \"elasticnet\"\n",
    "\"\"\"\n",
    "file = os.path.join(os.getcwd(), \"ipums.feather\")\n",
    "if not os.path.exists(file):\n",
    "   !wget https://s3.amazonaws.com/h2o-public-test-data/h2o4gpu/open_data/ipums.feather\n",
    "    \n",
    "train_x,train_y,valid_x,valid_y,family=io.import_data(data_path=\"ipums.feather\", \n",
    "                                                        use_pandas=False, \n",
    "                                                        intercept=False,\n",
    "                                                        valid_fraction=0.2,\n",
    "                                                        classification=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train 4000 Elastic Net Models (5-fold cross-validation, 8 $\\alpha$ values, 100 $\\lambda$ values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import subprocess\n",
    "import concurrent.futures\n",
    "from concurrent.futures import ProcessPoolExecutor\n",
    "\n",
    "lambda_min_ratio=1E-9\n",
    "n_folds=5\n",
    "n_alphas=8\n",
    "n_lambdas=100\n",
    "n_gpus=-1 # -1 means use all GPUs\n",
    "fit_intercept = True\n",
    "\n",
    "arg = train_x,train_y,valid_x,valid_y, family, fit_intercept, lambda_min_ratio, n_folds, n_alphas, n_lambdas, n_gpus\n",
    "from threading import Thread\n",
    "background_thread = Thread(target=RunH2Oaiglm, args=(arg,))\n",
    "background_thread.start()\n",
    "#futures = []\n",
    "#Executor = ProcessPoolExecutor(max_workers=1)\n",
    "#futures.append(Executor.submit(RunH2Oaiglm, arg)) ## run in separate process"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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2NV+aUikmX1Ic1RDVEO/9kcAjwDDgOOBrwA+A14ALgG9kFvkJsBnwdeAWYmFxUbnym8fW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\nNfDlmXRHAIcQa1QWEz8kf2N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hDodxN/EB8z/ABGs7ltMQYpl7F/HB7jngy2b2birNHGLQ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dAAAg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kKrkxxgZKHSYmUthtbCIjbzUPjUKZDsdoEW9tHW8RHBMApxBNEBrrlhRcRk1Zdh/5skgop2Cu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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f08efc3dc18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import time\n",
    "time.sleep(2) # sleep in case glm takes time to get going and animation already looks for error.txt file.\n",
    "RunAnimation(n_gpus)\n",
    "#concurrent.futures.wait(futures)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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